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TikTok is a music-based video sharing social media app famous for users creating short meme and dance videos. TikTok videos are largely based on popular song snippets, which is why lip syncing and dance moves evolve as significant user…

Human-Computer Interaction · Computer Science 2021-10-12 Daniel Klug

There has been upsurge in the number of people participating in challenges made popular through social media channels. One of the examples of such a challenge is the Kiki Challenge, in which people step out of their moving cars and dance to…

Computer Vision and Pattern Recognition · Computer Science 2018-12-18 Nupur Baghel , Yaman Kumar , Paavini Nanda , Rajiv Ratn Shah , Debanjan Mahata , Roger Zimmermann

Dance challenges are going viral in video communities like TikTok nowadays. Once a challenge becomes popular, thousands of short-form videos will be uploaded in merely a couple of days. Therefore, virality prediction from dance challenges…

Computer Vision and Pattern Recognition · Computer Science 2021-11-09 Jiahao Wang , Yunhong Wang , Nina Weng , Tianrui Chai , Annan Li , Faxi Zhang , Sansi Yu

Opaque algorithms disseminate and mediate the content that users consume on online social media platforms. This algorithmic mediation serves users with contents of their liking, on the other hand, it may cause several inadvertent risks to…

Social and Information Networks · Computer Science 2025-01-28 Cai Yang , Sepehr Mousavi , Abhisek Dash , Krishna P. Gummadi , Ingmar Weber

Digital technologies and social algorithms are revolutionizing the media landscape, altering how we select and consume health information. Extending the selectivity paradigm with research on social media engagement, the convergence…

Computers and Society · Computer Science 2024-06-25 Xinyan Zhao , Chau-Wai Wong

Short-format videos have exploded on platforms like TikTok, Instagram, and YouTube. Despite this, the research community lacks large-scale empirical studies into how people engage with short-format videos and the role of recommendation…

Social and Information Networks · Computer Science 2024-03-21 Savvas Zannettou , Olivia-Nemes Nemeth , Oshrat Ayalon , Angelica Goetzen , Krishna P. Gummadi , Elissa M. Redmiles , Franziska Roesner

We present a computational approach for estimating emotion contagion on social media networks. Built on a foundation of psychology literature, our approach estimates the degree to which the perceivers' emotional states (positive or…

Social and Information Networks · Computer Science 2022-07-18 Trisha Mittal , Puneet Mathur , Rohan Chandra , Apurva Bhatt , Vikram Gupta , Debdoot Mukherjee , Aniket Bera , Dinesh Manocha

TikTok currently is the fastest growing social media platform with over 1 billion active monthly users of which the majority is from generation Z. Arguably, its most important success driver is its recommendation system. Despite the…

Human-Computer Interaction · Computer Science 2022-01-31 Maximilian Boeker , Aleksandra Urman

Researchers use information about the amount of time people spend on digital media for numerous purposes. While social media platforms commonly do not allow external access to measure the use time directly, a usual alternative method is to…

Computers and Society · Computer Science 2024-02-28 Angelica Goetzen , Ruizhe Wang , Elissa M. Redmiles , Savvas Zannettou , Oshrat Ayalon

This paper presents an overview of the VQualA 2025 Challenge on Engagement Prediction for Short Videos, held in conjunction with ICCV 2025. The challenge focuses on understanding and modeling the popularity of user-generated content (UGC)…

Advanced large language models like ChatGPT have gained considerable attention recently, including among students. However, while the debate on ChatGPT in academia is making waves, more understanding is needed among lecturers and teachers…

Applications · Statistics 2023-03-10 Anna-Carolina Haensch , Sarah Ball , Markus Herklotz , Frauke Kreuter

The increasing importance of videos as a medium for engagement, communication, and content creation makes them critical for organizations to consider for user feedback. However, sifting through vast amounts of video content on social media…

Human-Computer Interaction · Computer Science 2023-07-26 Manish Sihag , Ze Shi Li , Amanda Dash , Nowshin Nawar Arony , Kezia Devathasan , Neil Ernst , Alexandra Albu , Daniela Damian

Emerging short-video platforms like TikTok, Instagram Reels, and ShareChat present unique challenges for recommender systems, primarily originating from a continuous stream of new content. ShareChat alone receives approximately 2 million…

Information Retrieval · Computer Science 2024-05-29 Srijan Saket , Olivier Jeunen , Md. Danish Kalim

Like other social media, TikTok is embracing its use as a search engine, developing search products to steer users to produce searchable content and engage in content discovery. Their recently developed product search recommendations are…

Information Retrieval · Computer Science 2025-05-14 Taylor Annabell , Robert Gorwa , Rebecca Scharlach , Jacob van de Kerkhof , Thales Bertaglia

TikTok is a video-sharing social networking service, whose popularity is increasing rapidly. It was the world's second-most downloaded app in 2019. Although the platform is known for having users posting videos of themselves dancing,…

Social and Information Networks · Computer Science 2020-05-12 Juan Carlos Medina Serrano , Orestis Papakyriakopoulos , Simon Hegelich

"SMP Challenge" aims to discover novel prediction tasks for numerous data on social multimedia and seek excellent research teams. Making predictions via social multimedia data (e.g. photos, videos or news) is not only helps us to make…

Multimedia · Computer Science 2020-01-22 Bo Wu , Wen-Huang Cheng , Peiye Liu , Bei Liu , Zhaoyang Zeng , Jiebo Luo

Sharenting, the practice of parents sharing content about their children on social media platforms, has become increasingly common, raising concerns about children's privacy and safety online. This study investigates children's exposure on…

Computers and Society · Computer Science 2024-10-02 Miriam Schirmer , Angelina Voggenreiter , Jürgen Pfeffer

TikTok is a social media platform that has gained immense popularity over the last few years, particularly among younger demographics, due to the viral trends and challenges shared worldwide. The recent release of a free Research API opens…

Computers and Society · Computer Science 2024-04-05 Francesco Corso , Francesco Pierri , Gianmarco De Francisci Morales

''TikTok, Do Your Thing'' is a viral trend where users attempt to identify strangers they see in public via information crowd-sourcing. The trend started as early as 2021 and users typically engage with it for romantic purposes (similar to…

Human-Computer Interaction · Computer Science 2025-10-21 Meira Gilbert , Miranda Wei , Lindah Kotut

While prior work has investigated the benefits of online health communities and general purpose social media used for health-related purposes, little work examines the use of TikTok, an emerging social media platform with a substantial user…

Human-Computer Interaction · Computer Science 2023-11-21 Rachael Zehrung , Yunan Chen
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